Analysis of Building Blocks with Numerical Simplification in Genetic Programming


Kinzett D., Zhang M., Johnston M.

13th European Conference on Genetic Programming, İstanbul, Türkiye, 7 - 09 Nisan 2010, cilt.6021, ss.289-291 identifier

  • Yayın Türü: Bildiri / Tam Metin Bildiri
  • Cilt numarası: 6021
  • Basıldığı Şehir: İstanbul
  • Basıldığı Ülke: Türkiye
  • Sayfa Sayıları: ss.289-291
  • İstanbul Teknik Üniversitesi Adresli: Hayır

Özet

This paper investigates the effect of numerical simplification on building blocks during evolution in genetic programming. The building blocks considered are three level subtrees. We develop a method for encoding building blocks for the analysis. Compared with the canonical genetic programming method, numerical simplification can generate much smaller programs, use much shorter evolutionary training time and achieve comparable effectiveness performance.